{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import multivariate_normal\n",
    "import numpy as np\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "plt.rcParams['figure.figsize']=(12,12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = np.mgrid[-4:4:.01,-4:4:.01]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "pos = np.dstack((x,y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure()\n",
    "rv1 = multivariate_normal([0.5,-0.2],[[2,1.5],[1.5,2]])\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.contour(x,y,rv1.pdf(pos))\n",
    "ax1.set_xlim((-4,4))\n",
    "ax1.set_ylim((-4,4))\n",
    "ax1.scatter(0.5,-0.2)\n",
    "ax1.set_title(\"cov=[[2,1.5],[1.5,2]]\")\n",
    "ax1.set_xlabel('(a)')\n",
    "\n",
    "rv2 = multivariate_normal([0.5,-0.2],[[1,0],[0,1.8]])\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "ax2.contour(x,y,rv2.pdf(pos))\n",
    "ax2.set_xlim((-4,4))\n",
    "ax2.set_ylim((-4,4))\n",
    "ax2.scatter(0.5,-0.2)\n",
    "ax2.set_title(\"cov=[[1,0],[0,1.8]]\")\n",
    "ax2.set_xlabel('(b)')\n",
    "\n",
    "rv3 = multivariate_normal([0.5,-0.2],[[1.8,0],[0,1.8]])\n",
    "ax3=fig.add_subplot(2,2,3)\n",
    "ax3.contour(x,y,rv3.pdf(pos))\n",
    "ax3.set_xlim((-4,4))\n",
    "ax3.set_ylim((-4,4))\n",
    "ax3.scatter(0.5,-0.2)\n",
    "ax3.set_title(\"cov=[[1.8,0],[0,1.8]]\")\n",
    "ax3.set_xlabel('(c)')\n",
    "\n",
    "rv4 = multivariate_normal([0,0],[[1,0],[0,1]])\n",
    "ax4=fig.add_subplot(2,2,4,projection='3d')\n",
    "ax4.plot_surface(x,y,rv4.pdf(pos),cmap=plt.cm.hot)\n",
    "#plt.contour(x,y,rv.pdf(pos))\n",
    "ax4.set_xlim((-4,4))\n",
    "ax4.set_ylim((-4,4))\n",
    "ax4.set_xlabel('(d)')\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  }
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